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Etiqueta: estimation
49 artículos con esta etiqueta.
15 jun 2026
PN — Problem two
permanent-note
puma
methodology
estimation
dataset
agile
15 jun 2026
PN — Gap two
permanent-note
puma
methodology
estimation
prompting
15 jun 2026
PN — Meeting the estimation MVP threshold and the H2 hypothesis contrast are…
permanent-note
puma
methodology
estimation
hypothesis
15 jun 2026
PN — The title question is answered cautiously
permanent-note
puma
methodology
triage
estimation
baseline
15 jun 2026
PN — H2 (estimation): best config qwen2.5:7b cuts MAE only 0.17 SP vs a…
permanent-note
puma
engine
estimation
mae
baseline
15 jun 2026
PN — MAE (mean absolute error in story points) is the primary effort-estimation…
permanent-note
puma
reference
estimation
story-points
mae
15 jun 2026
PN — Fixed inference parameters across all templates: temperature=0.0, seed=42,…
permanent-note
puma
reference
triage
estimation
15 jun 2026
PN — The estimation task uses a public dataset of 31,294 real user stories with…
permanent-note
puma
methodology
estimation
story-points
dataset
agile
15 jun 2026
PN — The main research question asks whether there are statistically…
permanent-note
puma
methodology
triage
estimation
prompting
dataset
15 jun 2026
PN — H2 (estimation): the null states no example-enriched configuration beats…
permanent-note
puma
methodology
estimation
story-points
mae
wilcoxon
15 jun 2026
PN — The MVP's canonical model is a 3B-parameter quantized model (~1.9 GB),…
permanent-note
puma
methodology
triage
estimation
15 jun 2026
PN — Estimation maps user stories to a canonical Fibonacci story-point value…
permanent-note
puma
methodology
estimation
mae
media
15 jun 2026
RES — Sprint 6 (v2.0.0) established the canonical baseline: 200 triage…
result-note
puma
reference
triage
estimation
f1-macro
baseline
15 jun 2026
RES — Sprint 7 (v2.4.0) ran the full Phase B sweep and documented 7 findings…
result-note
puma
reference
triage
estimation
sweep
sprint
15 jun 2026
RES — The best estimation configuration achieves MAE=1.86 SP (7B model,…
result-note
puma
methodology
estimation
mae
contextual-anchoring
zero-shot
15 jun 2026
RES — H2 is NOT REJECTED: the best estimation config (7B, MAE=1.86 SP) does not…
result-note
puma
methodology
estimation
mae
wilcoxon
baseline
15 jun 2026
RES — Small models lead in raw efficiency (quality per gram CO2) for triage and…
result-note
puma
methodology
triage
estimation
15 jun 2026
RES — The empirical answer to the research question is asymmetric
result-note
puma
methodology
triage
estimation
mae
15 jun 2026
RES — The canonical estimation baseline is MAE = 5.7150 SP (qwen2.5:3b,…
result-note
puma
engine
estimation
mae
zero-shot
baseline
15 jun 2026
RES — The best reproducible estimation configuration observed is qwen2.5:7b at…
result-note
puma
engine
estimation
story-points
mae
sweep
15 jun 2026
RES — No single model wins across all PMO tasks
result-note
puma
engine
triage
estimation
mae
15 jun 2026
RES — On the reference gpu-entry host a 200-instance canonical run costs a…
result-note
puma
engine
triage
estimation
baseline
15 jun 2026
RES — The most consequential cost-effectiveness finding: qwen2.5:1.5b
result-note
puma
engine
triage
estimation
carbon
15 jun 2026
HY — H2: story-point estimation vs historical-mean baseline
hypothesis
puma
estimation
story-points
wilcoxon
15 jun 2026
DEC — The work covers three interdependent PMO tasks (triage, estimation,…
decision-note
puma
methodology
triage
estimation
15 jun 2026
DEC — Scope is five stages of increasing complexity: stages 1-2 (triage,…
decision-note
puma
methodology
triage
estimation
15 jun 2026
DEC — Future work prioritizes inferential closure of H1/H2 against competitive…
decision-note
puma
methodology
triage
estimation
baseline
15 jun 2026
DEC — A triage run between an Ollama restart and an estimation validation…
decision-note
puma
engine
triage
estimation
mae
ollama
15 jun 2026
DEBT — D29 (deferred to Horizon H5): the estimation prediction-hash is…
decision-note
puma
reference
estimation
mae
15 jun 2026
DEBT — The published H2 estimation test is data-limited (debt D44)
decision-note
puma
engine
estimation
baseline
15 jun 2026
DEBT — PUMA maintains a transparent known-debt register
decision-note
puma
engine
estimation
verifier
determinism
15 jun 2026
ARCH — PUMA exercises two production scenarios end to end
artifact-note
puma
engine
triage
estimation
15 jun 2026
ARCH — The estimation_tawos scenario predicts story points as a Fibonacci value…
artifact-note
puma
engine
estimation
story-points
mae
tawos
15 jun 2026
ARCH — The estimation scenario uses a cleaned 9,020-row TAWOS dataset (SOLAR…
artifact-note
puma
engine
estimation
story-points
mae
dataset
15 jun 2026
PH — The initial investigation framed the problem as the absence of an…
phase-note
puma
project-history
triage
estimation
15 jun 2026
PH — The two benchmark tasks and datasets were locked
decision-note
puma
project-history
triage
estimation
f1-macro
mae
15 jun 2026
PH — The final design title became a research question
phase-note
puma
project-history
triage
estimation
benchmark
baseline
15 jun 2026
RES — gemma3:12b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — gemma3:1b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — gemma3:4b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — gemma4:e2b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — llama3.1:8b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — mistral:7b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — qwen2.5:1.5b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — qwen2.5:3b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
15 jun 2026
RES — qwen2.5:7b · estimation (Phase-B cell)
result-note
puma
benchmark
estimation
engine
13 abr 2026
README
readme
experiments
estimation
template
10 abr 2026
PUMA Estimation Agent — OpenSpec v1.0
spec
estimation
agent
openspec
sdd
bdd
puma
story-points
agile
architecture
carbon-footprint
chain-of-thought
codecarbon
cot
data-formats
dataset
effort-estimation
few-shot
github
index
issue-triage
jira
json
llm
local-llm
mistral
ollama
pipeline
python
reasoning
spec-driven-development
sustainability
tawos
triage
zero-shot
01 mar 2026
CoGEE: Search-Based Optimisation of LLM Learning Shots for Story Point Estimation
literature
paper
story-points
estimation
llm
cogee
gpt4
few-shot
academic-writing
api
architecture
baseline
benchmark
carbon-footprint
chain-of-thought
code-review
codecarbon
cornell-notes
cot
critical-thinking
dataset
devops
docker
drca
effort-estimation
evaluation
github
gpt
hypothesis
issue-triage
jira
literature-note
llama
meta
mistral
note-taking
openai
planning
project-management
prompting
red-teaming
research
research-methodology
software-engineering
sustainability
tawos
triage
zettelkasten